![]() ![]() The ability to learn new concepts with small amounts of data is a critical aspect of intelligence that has proven challenging for deep learning methods. To assist related work, we made the code available in a dedicated repository. Additionally, the proposed neural network has an interpretable configuration that can structurally decompose time series, visualizing the relative impact of trend and seasonal components and revealing the modeled processes’ interactions with exogenous factors. We observe state-of-the-art performance, significantly improving the forecast accuracy by nearly 20% over the original NBEATS model, and by up to 5% over other well-established statistical and machine learning methods specialized for these tasks. To showcase the utility of the NBEATSx model, we conduct a comprehensive study of its application to electricity price forecasting tasks across a broad range of years and markets. The resulting method, called NBEATSx, improves on a well-performing deep learning model, extending its capabilities by including exogenous variables and allowing it to integrate multiple sources of useful information. We extend neural basis expansion analysis (NBEATS) to incorporate exogenous factors. Extensive experiments on real world datasets demonstrate that our approach achieves competitive results with state-of-the-art methods, and is highly efficient. In this paper, we propose DeepTIMe, a deep time-index based model trained via a meta-learning formulation which overcomes these limitations, yielding an efficient and accurate forecasting model. Indeed, while naive deep time-index based models are far more expressive than the manually predefined function representations of classical time-index based models, they are inadequate for forecasting due to the lack of inductive biases, and the non-stationarity of time-series. Yet, despite the attractive properties of time-index based models, such as being a continuous signal function over time leading to smooth representations, little attention has been given to them. Any unused portion of a free trial period will be forfeited when the user purchases a subscription.Deep learning has been actively applied to time-series forecasting, leading to a deluge of new autoregressive model architectures. Manage your subscription in your App Store account settings after purchase. Subscription is automatically renewed unless auto-renew is turned off at least 24 hours before the end of the current period. Subscription is charged to your App Store account. ![]() Subscribe to deepClock Plus to gain unlimited access to additional incredible clockfaces as well as extra functionality. The clock ticks with three sounds to pick. Slide out: The clock slides out to the edge of the display when the cursor moves over it, providing access to files and folders on the desktop that may be hidden beneath the clock. Top level position: The clock is located above other windows on your Mac, allowing you to always see the time at a glance. One of the six clock positions on the desktop. Second hand: Whether you need a more precise view or simply prefer a minimalist look, you can easily toggle the second hand on and off with just one click. Each clockface has unique bunch of backgrounds to choose from. Background: Most clockfaces are designed to allow for changing the clockface background. If you prefer, you can manually select the dark or light color modes in the Clockface settings. ![]() By default, the clockface changes color modes between day and night based on the system appearance. Dark or light clock face color modes: Some clockfaces are designed with dark and light color modes. With deepClock, you have seven different dials to choose from: Arabic, Arabic Indic, Devanagari, Roman, Graphical, Mixed (combining numeric and graphical elements), and Non-dial. Dial: Most clockfaces are designed to allow for dial customization. Whether you're looking for something simple and elegant or bold and vibrant, we've got you covered. You can change the background and dial of some of the clock faces to make them fit your personal style. It is perfect for anyone who wants to add a bit of fun and functionality to their Mac desktop.ÄeepClock is designed to be easy to use and intuitive. Now you can choose from a variety of beautiful clockfaces and customize your experience to make it truly yours. DeepClock is the perfect way to add a touch of style and functionality to your Mac desktop.
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